import numpy as np
import tensorflow as tf
from tensorflow import keras
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.optimizers import RMSprop
from tensorflow.keras.layers import Dropout
import matplotlib.pyplot as plt
from tensorflow.keras.preprocessing.image import ImageDataGenerator
train_directory = '../HW7/train'
train_dataset = tf.keras.utils.image_dataset_from_directory(
train_directory,
labels='inferred', # use names of subdirectories as target labels
label_mode='categorical', # convert target class (int) to one-hot-vector
validation_split=0.2,
subset="training",
seed=123, # use same random seed with valid_set
class_names=None,
color_mode='rgb',
batch_size=32,
image_size=(150, 150),
)
valid_dataset = tf.keras.utils.image_dataset_from_directory(
train_directory,
labels='inferred',
label_mode='categorical',
validation_split=0.2,
subset="validation",
seed=123,
class_names=None,
color_mode='rgb',
batch_size=32,
image_size=(150, 150),
)
Found 13986 files belonging to 6 classes. Using 11189 files for training. Found 13986 files belonging to 6 classes. Using 2797 files for validation.
# Visualize some training examples.
plt.figure(figsize=(10, 12))
class_names = train_dataset.class_names
for images, labels in train_dataset.take(1):
for i in range(30):
ax = plt.subplot(6, 5, i + 1)
plt.imshow(images[i].numpy().astype("uint8"))
plt.title(class_names[np.argmax(labels[i])])
plt.axis("off")
# Model Architecture
model = keras.Sequential([
keras.layers.Rescaling(1./255, input_shape=(150, 150, 3)),
keras.layers.Conv2D(32, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(64, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(128, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(256, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Flatten(),
keras.layers.Dense(256, activation='relu'),
keras.layers.Dropout(0.25),
keras.layers.Dense(6, activation='softmax')
])
# Optimizer and Compilation
opt = Adam(learning_rate=0.0001)
model.compile(optimizer=opt, loss='categorical_crossentropy', metrics=['accuracy'])
# Print model summary to ensure
model.summary()
Model: "sequential_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
rescaling_1 (Rescaling) (None, 150, 150, 3) 0
conv2d_4 (Conv2D) (None, 148, 148, 32) 896
batch_normalization_4 (Batc (None, 148, 148, 32) 128
hNormalization)
max_pooling2d_4 (MaxPooling (None, 74, 74, 32) 0
2D)
conv2d_5 (Conv2D) (None, 72, 72, 64) 18496
batch_normalization_5 (Batc (None, 72, 72, 64) 256
hNormalization)
max_pooling2d_5 (MaxPooling (None, 36, 36, 64) 0
2D)
conv2d_6 (Conv2D) (None, 34, 34, 128) 73856
batch_normalization_6 (Batc (None, 34, 34, 128) 512
hNormalization)
max_pooling2d_6 (MaxPooling (None, 17, 17, 128) 0
2D)
conv2d_7 (Conv2D) (None, 15, 15, 256) 295168
batch_normalization_7 (Batc (None, 15, 15, 256) 1024
hNormalization)
max_pooling2d_7 (MaxPooling (None, 7, 7, 256) 0
2D)
flatten_1 (Flatten) (None, 12544) 0
dense_2 (Dense) (None, 256) 3211520
dropout_1 (Dropout) (None, 256) 0
dense_3 (Dense) (None, 6) 1542
=================================================================
Total params: 3,603,398
Trainable params: 3,602,438
Non-trainable params: 960
_________________________________________________________________
# Callbacks
early_stopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)
# Fit the model
history = model.fit(train_dataset, epochs=50, validation_data=valid_dataset, callbacks=[early_stopping])
Epoch 1/50 350/350 [==============================] - 225s 640ms/step - loss: 0.9733 - accuracy: 0.6497 - val_loss: 2.7771 - val_accuracy: 0.3114 Epoch 2/50 350/350 [==============================] - 210s 598ms/step - loss: 0.5775 - accuracy: 0.7880 - val_loss: 0.6353 - val_accuracy: 0.7701 Epoch 3/50 350/350 [==============================] - 217s 620ms/step - loss: 0.4161 - accuracy: 0.8503 - val_loss: 0.5868 - val_accuracy: 0.8030 Epoch 4/50 350/350 [==============================] - 211s 601ms/step - loss: 0.2942 - accuracy: 0.8937 - val_loss: 0.6198 - val_accuracy: 0.8037 Epoch 5/50 350/350 [==============================] - 216s 617ms/step - loss: 0.1900 - accuracy: 0.9337 - val_loss: 0.6268 - val_accuracy: 0.8130 Epoch 6/50 350/350 [==============================] - 215s 613ms/step - loss: 0.1408 - accuracy: 0.9518 - val_loss: 0.6822 - val_accuracy: 0.8094 Epoch 7/50 350/350 [==============================] - 211s 604ms/step - loss: 0.0982 - accuracy: 0.9678 - val_loss: 0.6597 - val_accuracy: 0.8202 Epoch 8/50 350/350 [==============================] - 211s 602ms/step - loss: 0.0838 - accuracy: 0.9732 - val_loss: 0.6686 - val_accuracy: 0.8134
acc = history.history['accuracy']
val_acc = history.history['val_accuracy']
loss = history.history['loss']
val_loss = history.history['val_loss']
epochs_range = range(len(acc))
plt.figure(figsize=(8, 8))
plt.subplot(2, 1, 1)
plt.plot(epochs_range, acc, label='Training Accuracy')
plt.plot(epochs_range, val_acc, label='Validation Accuracy')
plt.legend(loc='lower right')
plt.title('Training and Validation Accuracy')
plt.subplot(2, 1, 2)
plt.plot(epochs_range, loss, label='Training Loss')
plt.plot(epochs_range, val_loss, label='Validation Loss')
plt.legend(loc='upper right')
plt.title('Training and Validation Loss')
plt.show()
#Visualize 30 of the predicted data with green label for correct predictions
#and red label vise versa.
plt.figure(figsize=(15,15))
for images, labels in valid_dataset.take(1):
for i in range(30):
prediction = model.predict(images[i].numpy().reshape(1,150,150,3))
plt.subplot(5, 6, i+1)
plt.xticks([])
plt.yticks([])
plt.imshow(images[i].numpy().astype("uint8"))
plt.grid(False)
xlabel = plt.xlabel(class_names[prediction.argmax()])
if (prediction.argmax() == labels[i].numpy().argmax()):
xlabel.set_color("green")
else:
xlabel.set_color("red")
plt.show()
1/1 [==============================] - 0s 103ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 26ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 26ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 26ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step
!pip install opencv-python
import cv2
Requirement already satisfied: opencv-python in c:\users\madec\anaconda3\lib\site-packages (4.9.0.80) Requirement already satisfied: numpy>=1.17.0 in c:\users\madec\anaconda3\lib\site-packages (from opencv-python) (1.24.3)
# Load the test_pred data (which has no target labels)
import os
pred_directory = '../HW7/test_pred'
result_dict = {} # dictionary to store predictions (keyed by file number)
# iterate over files in that directory
for filename in os.listdir(pred_directory):
f = os.path.join(pred_directory, filename)
# checking if it is a file
if os.path.isfile(f):
fnum = int(filename[:-4]) # filename e.g. '103.jpg" -> 103
img = cv2.imread(f)
#img = img/255.0
img = img.reshape(-1,150,150,3)
pred = model.predict(img)
result_dict[fnum] = pred[0] # [0] because there is only one data
print (len(result_dict))
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first_pair = next(iter(result_dict.items()))
# Print the first key-value pair
print(first_pair)
(20056, array([1.11253954e-04, 4.11817014e-01, 5.49617946e-01, 3.47584428e-04,
1.38763746e-03, 3.67186069e-02], dtype=float32))
import csv
# Define the header
header = ['fnum', 'buildings', 'forest', 'glacier', 'mountain', 'sea', 'street']
# Write to CSV
with open('results_md.csv', 'w', newline='') as file:
writer = csv.writer(file)
# Write the header
writer.writerow(header)
# Write the data
for key, values in result_dict.items():
# Prepend the key to the list of values
row = [key] + list(map(lambda x: format(x, '.5f'), values))
writer.writerow(row)
print("Data has been written to results_md.csv")
Data has been written to results_md.csv
train_datagen = ImageDataGenerator(
rescale=1./255,
rotation_range=40,
width_shift_range=0.2,
height_shift_range=0.2,
shear_range=0.2,
zoom_range=0.2,
horizontal_flip=True,
fill_mode='nearest'
)
train_dataset = train_datagen.flow_from_directory(
'../HW7/train',
target_size=(150, 150),
batch_size=32,
class_mode='categorical'
)
Found 13986 images belonging to 6 classes.
# Model Architecture
model = keras.Sequential([
keras.layers.Rescaling(1./255, input_shape=(150, 150, 3)),
keras.layers.Conv2D(32, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(64, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(128, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Conv2D(256, (3,3), activation='relu'),
keras.layers.BatchNormalization(),
keras.layers.MaxPooling2D(2,2),
keras.layers.Flatten(),
keras.layers.Dense(256, activation='relu'),
keras.layers.Dropout(0.25),
keras.layers.Dense(6, activation='softmax')
])
# Optimizer and Compilation
opt = Adam(learning_rate=0.0001)
model.compile(optimizer=opt, loss='categorical_crossentropy', metrics=['accuracy'])
# Print model summary to ensure
model.summary()
Model: "sequential_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
rescaling_2 (Rescaling) (None, 150, 150, 3) 0
conv2d_8 (Conv2D) (None, 148, 148, 32) 896
batch_normalization_8 (Batc (None, 148, 148, 32) 128
hNormalization)
max_pooling2d_8 (MaxPooling (None, 74, 74, 32) 0
2D)
conv2d_9 (Conv2D) (None, 72, 72, 64) 18496
batch_normalization_9 (Batc (None, 72, 72, 64) 256
hNormalization)
max_pooling2d_9 (MaxPooling (None, 36, 36, 64) 0
2D)
conv2d_10 (Conv2D) (None, 34, 34, 128) 73856
batch_normalization_10 (Bat (None, 34, 34, 128) 512
chNormalization)
max_pooling2d_10 (MaxPoolin (None, 17, 17, 128) 0
g2D)
conv2d_11 (Conv2D) (None, 15, 15, 256) 295168
batch_normalization_11 (Bat (None, 15, 15, 256) 1024
chNormalization)
max_pooling2d_11 (MaxPoolin (None, 7, 7, 256) 0
g2D)
flatten_2 (Flatten) (None, 12544) 0
dense_4 (Dense) (None, 256) 3211520
dropout_2 (Dropout) (None, 256) 0
dense_5 (Dense) (None, 6) 1542
=================================================================
Total params: 3,603,398
Trainable params: 3,602,438
Non-trainable params: 960
_________________________________________________________________
# Callbacks
early_stopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)
# Fit the model
history = model.fit(train_dataset, epochs=50, validation_data=valid_dataset, callbacks=[early_stopping])
Epoch 1/50 438/438 [==============================] - 242s 551ms/step - loss: 1.2057 - accuracy: 0.5505 - val_loss: 32.2532 - val_accuracy: 0.2531 Epoch 2/50 438/438 [==============================] - 242s 553ms/step - loss: 0.9708 - accuracy: 0.6315 - val_loss: 577.8399 - val_accuracy: 0.1916 Epoch 3/50 438/438 [==============================] - 263s 601ms/step - loss: 0.9000 - accuracy: 0.6616 - val_loss: 816.4486 - val_accuracy: 0.1823 Epoch 4/50 438/438 [==============================] - 260s 593ms/step - loss: 0.8422 - accuracy: 0.6858 - val_loss: 536.9802 - val_accuracy: 0.1916 Epoch 5/50 438/438 [==============================] - 261s 595ms/step - loss: 0.7885 - accuracy: 0.7082 - val_loss: 1032.1138 - val_accuracy: 0.2088 Epoch 6/50 438/438 [==============================] - 261s 595ms/step - loss: 0.7522 - accuracy: 0.7266 - val_loss: 673.3198 - val_accuracy: 0.2302
acc = history.history['accuracy']
val_acc = history.history['val_accuracy']
loss = history.history['loss']
val_loss = history.history['val_loss']
epochs_range = range(len(acc))
plt.figure(figsize=(8, 8))
plt.subplot(2, 1, 1)
plt.plot(epochs_range, acc, label='Training Accuracy')
plt.plot(epochs_range, val_acc, label='Validation Accuracy')
plt.legend(loc='lower right')
plt.title('Training and Validation Accuracy')
plt.subplot(2, 1, 2)
plt.plot(epochs_range, loss, label='Training Loss')
plt.plot(epochs_range, val_loss, label='Validation Loss')
plt.legend(loc='upper right')
plt.title('Training and Validation Loss')
plt.show()
!pip install opencv-python
import cv2
Requirement already satisfied: opencv-python in c:\users\madec\anaconda3\lib\site-packages (4.9.0.80) Requirement already satisfied: numpy>=1.21.2 in c:\users\madec\anaconda3\lib\site-packages (from opencv-python) (1.24.3)
# Load the test_pred data (which has no target labels)
import os
pred_directory = '../HW7/test_pred'
result_dict = {} # dictionary to store predictions (keyed by file number)
# iterate over files in that directory
for filename in os.listdir(pred_directory):
f = os.path.join(pred_directory, filename)
# checking if it is a file
if os.path.isfile(f):
fnum = int(filename[:-4]) # filename e.g. '103.jpg" -> 103
img = cv2.imread(f)
#img = img/255.0
img = img.reshape(-1,150,150,3)
pred = model.predict(img)
result_dict[fnum] = pred[0] # [0] because there is only one data
print (len(result_dict))
1/1 [==============================] - 0s 133ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 26ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 23ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 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first_pair = next(iter(result_dict.items()))
# Print the first key-value pair
print(first_pair)
(20056, array([4.9808738e-01, 3.7553541e-08, 2.8687477e-17, 1.9506520e-10,
1.8169455e-14, 5.0191253e-01], dtype=float32))
import csv
# Define the header
header = ['fnum', 'buildings', 'forest', 'glacier', 'mountain', 'sea', 'street']
# Write to CSV
with open('results_md.csv', 'w', newline='') as file:
writer = csv.writer(file)
# Write the header
writer.writerow(header)
# Write the data
for key, values in result_dict.items():
# Prepend the key to the list of values
row = [key] + list(map(lambda x: format(x, '.5f'), values))
writer.writerow(row)
print("Data has been written to results_md.csv")
Data has been written to results_md.csv